Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "67" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 79 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 75 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.777971 | -0.077480 | 78.409046 | 11.379098 | 21.757134 | 4.275299 | 29.184809 | 12.736677 | 0.0342 | 0.0594 | 0.0429 | 1.174449 | 1.214594 |
| 2459593 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.797713 | 1.176523 | 82.223611 | 14.862369 | 31.354130 | 5.832803 | 13.540435 | 3.156235 | 0.0347 | 0.0695 | 0.0488 | 1.169398 | 1.207220 |
| 2459592 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 1.718443 | -0.493731 | 7.275397 | 2.279672 | 0.664738 | 5.249139 | -1.606545 | 0.260126 | 0.0276 | 0.0251 | 0.0012 | nan | nan |
| 2459591 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.227605 | 2.057148 | 96.169968 | 17.658956 | 26.653106 | 4.702689 | 1.480084 | 1.019020 | 0.0348 | 0.0767 | 0.0491 | 1.202954 | 1.243666 |
| 2459590 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.857844 | 2.147221 | 89.235166 | 15.445631 | 28.787768 | 4.335436 | 2.905661 | 0.620876 | 0.0364 | 0.0786 | 0.0435 | 1.178259 | 1.222229 |
| 2459589 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.052815 | 2.131377 | 83.001375 | 13.715767 | 16.677967 | 4.236100 | 19.035479 | 7.057195 | 0.0345 | 0.0603 | 0.0441 | 1.172680 | 1.207813 |
| 2459588 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.121057 | 1.050260 | 100.922850 | 17.412439 | 21.865312 | 3.711152 | 14.460781 | 4.462533 | 0.0320 | 0.0563 | 0.0416 | 1.186804 | 1.230586 |
| 2459587 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | 18.628519 | 2.126601 | 134.806570 | 25.278367 | 6.329897 | 0.757971 | 10.380113 | -0.088462 | nan | nan | nan | 1.089433 | 54.563371 |
| 2459586 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.317240 | 4.121759 | 31.634750 | 8.598687 | 9.895921 | 9.126001 | 5.124949 | 2.112239 | 0.0334 | 0.0589 | 0.0462 | 1.230610 | 1.266758 |
| 2459585 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 26.242140 | 15.829246 | 10.213258 | 8.073514 | 9.351957 | 10.437793 | 1.396776 | 2.343515 | 0.0295 | 0.0267 | 0.0016 | 0.000000 | 0.000000 |
| 2459584 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 22.661263 | 2.585424 | 111.505057 | 17.994108 | 15.539611 | -0.862945 | 9.493774 | 0.106601 | 0.0312 | 0.0644 | 0.0400 | 1.258171 | 38.316915 |
| 2459583 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.528696 | 1.373167 | 34.369399 | 4.827611 | 19.859830 | 1.710095 | 0.027272 | 0.343011 | 0.0342 | 0.0695 | 0.0474 | 0.000000 | 0.000000 |
| 2459582 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.421559 | 1.431256 | 30.918823 | 4.369429 | 23.904271 | 2.304740 | 0.047714 | 0.244812 | 0.0305 | 0.0568 | 0.0357 | 1.166358 | 1.198787 |
| 2459581 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.077684 | 2.482261 | 35.829403 | 4.341783 | 18.798090 | 1.751695 | 0.269207 | 0.210144 | 0.0319 | 0.0605 | 0.0438 | 1.189166 | 1.231046 |
| 2459580 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.306350 | 1.694425 | 35.974174 | 4.674411 | 20.911001 | 1.744034 | -0.186199 | -0.087636 | 0.0314 | 0.0591 | 0.0351 | 0.000000 | 0.000000 |
| 2459579 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.271825 | -0.997174 | 2.824686 | -0.198267 | 0.189237 | -0.311007 | 0.789885 | 0.603854 | 0.0277 | 0.0260 | 0.0009 | nan | nan |
| 2459577 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.615532 | 1.847600 | 33.254920 | 3.961194 | 20.946162 | 1.662915 | 0.103579 | 0.146342 | 0.0309 | 0.0613 | 0.0266 | 1.204512 | 1.240831 |
| 2459576 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459575 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459574 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.154357 | 1.314567 | 25.124674 | 2.989992 | 20.622079 | 1.984048 | 1.144844 | 0.492311 | 0.0320 | 0.0609 | 0.0463 | 1.234075 | 1.266587 |
| 2459573 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.646397 | 1.527753 | 43.248380 | 5.653410 | 24.705437 | 1.910160 | 0.707601 | 0.851662 | 0.0333 | 0.0662 | 0.0447 | 0.000000 | 0.000000 |
| 2459572 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.604279 | 1.229206 | 25.245377 | 3.043921 | 15.942935 | 1.618186 | 1.897145 | 1.562938 | 0.0326 | 0.0715 | 0.0461 | 1.199054 | 1.250421 |
| 2459571 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 1.766144 | -0.821565 | 2.727974 | -0.280423 | 0.552671 | -0.912677 | 0.603144 | 0.908561 | 0.0286 | 0.0254 | 0.0019 | nan | nan |
| 2459570 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.262351 | 4.557198 | 26.926052 | 2.790592 | 1.341841 | 2.965029 | 3.314352 | 2.351808 | 0.0437 | 0.0480 | 0.0481 | 1.207484 | 1.230274 |
| 2459569 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.246177 | 1.746885 | 33.188187 | 3.568664 | 10.406308 | 3.820558 | 8.153148 | 4.178102 | 0.0352 | 0.0693 | 0.0468 | 1.200514 | 1.246967 |
| 2459566 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.808677 | 1.524979 | 33.002084 | 4.285424 | 18.878293 | 1.961832 | -0.371242 | 0.086603 | 0.0311 | 0.0633 | 0.0420 | 1.187625 | 1.219728 |
| 2459565 | digital_ok | 0.00% | - | - | - | 100.00% | 0.00% | -0.160317 | -0.160317 | -0.179841 | -0.179841 | 0.501946 | 0.501946 | 0.023484 | 0.023484 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.029775 | 1.426083 | 34.950952 | 4.589712 | 2.364077 | 0.929809 | 0.296101 | 0.727492 | 0.0329 | 0.0744 | 0.0463 | 1.178247 | 1.217678 |
| 2459563 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.159658 | 1.613114 | 66.898661 | 9.008385 | 19.531655 | 2.170233 | 1.125561 | 0.599584 | 0.0348 | 0.0702 | 0.0504 | 1.262674 | 1.306667 |
| 2459562 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.405436 | 1.263255 | 17.182633 | 2.516216 | 2.418881 | 1.842370 | 0.493721 | 0.824723 | 0.0326 | 0.0714 | 0.0491 | 1.188758 | 1.226494 |
| 2459561 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.253267 | 1.289853 | 16.379614 | 2.283332 | 2.798196 | 1.422834 | 0.788619 | 1.079293 | 0.0326 | 0.0661 | 0.0399 | 1.215285 | 1.253705 |
| 2459560 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.287548 | 0.984971 | 16.813098 | 2.249386 | 2.546247 | 1.401602 | 0.501565 | 0.914738 | 0.0320 | 0.0669 | 0.0517 | 1.186076 | 1.218752 |
| 2459559 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459558 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.361153 | 1.468980 | 34.462315 | 4.606909 | 21.527693 | 2.417148 | 1.018516 | 0.835595 | 0.0334 | 0.0743 | 0.0483 | 1.207679 | 1.254331 |
| 2459557 | digital_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0299 | 0.0252 | 0.0010 | nan | nan |
| 2459556 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.183504 | 1.723308 | 37.200883 | 4.801641 | 19.470595 | 1.798192 | 2.111817 | 1.777530 | 0.0322 | 0.0713 | 0.0395 | 1.204202 | 1.249699 |
| 2459554 | digital_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0319 | 0.0695 | 0.0476 | nan | nan |
| 2459553 | digital_ok | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0304 | 0.0571 | 0.0363 | nan | nan |
| 2459552 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 18.887017 | 2.087386 | 50.183875 | 5.399457 | 29.113071 | 1.977021 | 2.908488 | 1.248775 | 0.0322 | 0.0596 | 0.0463 | 0.000000 | 0.000000 |
| 2459551 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.239840 | 0.895848 | 20.323074 | 2.625976 | 3.344529 | 1.825199 | 0.848868 | 1.541323 | 0.0324 | 0.0741 | 0.0489 | 1.200996 | 1.241308 |
| 2459550 | digital_ok | - | 98.35% | 98.35% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0349 | 0.0320 | 0.0010 | nan | nan |
| 2459549 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.237296 | 1.223557 | 37.749248 | 4.694548 | 20.880630 | 1.890637 | 0.776673 | 0.551817 | 0.0325 | 0.0685 | 0.0484 | 1.215888 | 1.253063 |
| 2459542 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 20.221830 | 1.963891 | 76.604212 | 9.717489 | 1.087040 | -0.475033 | 0.752081 | 0.572919 | 0.0335 | 0.0748 | 0.0467 | 1.206285 | 1.246677 |
| 2459541 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.641562 | 1.832759 | 38.041320 | 5.132674 | 218.205688 | 5.402673 | 6.695894 | 3.475866 | 0.0335 | 0.0710 | 0.0518 | 1.119598 | 1.155663 |
| 2459540 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 13.418173 | 1.176372 | 17.089316 | 2.427606 | 4.120716 | 1.104039 | 0.569901 | 0.992788 | 0.0326 | 0.0699 | 0.0496 | 1.239890 | 1.274002 |
| 2459536 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 24.131988 | 3.226291 | 62.442161 | 4.256764 | 29.457389 | 1.678629 | 1.574116 | 2.351928 | 0.0294 | 0.0637 | 0.0442 | 0.833789 | 0.863649 |
| 2459535 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.050629 | 0.568920 | 15.180001 | 1.368206 | 2.258498 | 0.595568 | -0.059824 | 0.422717 | 0.0337 | 0.0811 | 0.0463 | 1.222566 | 1.275419 |
| 2459534 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 10.749345 | 0.373158 | 14.101998 | 1.269920 | 2.300719 | 0.147060 | -0.132463 | 0.528387 | 0.0311 | 0.0696 | 0.0440 | 1.174287 | 1.214002 |
| 2459533 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 17.115324 | 1.723480 | 35.183562 | 4.393942 | 18.003455 | 1.492126 | 0.811369 | 1.657607 | 0.0314 | 0.0685 | 0.0466 | 1.192139 | 1.229671 |
| 2459532 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 19.659542 | 1.927923 | 47.396743 | 6.273145 | 22.313021 | 0.944592 | 0.434376 | 0.985656 | 0.0323 | 0.0672 | 0.0445 | 0.824529 | 0.864382 |
| 2459530 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 9.145032 | 0.763587 | 14.330273 | 1.210135 | 3.465322 | 1.415083 | 0.264826 | 0.777246 | 0.0321 | 0.0692 | 0.0491 | 1.179631 | 1.225404 |
| 2459527 | digital_ok | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 23.828617 | 2.092013 | 53.296451 | 5.193963 | 40.453626 | 10.362373 | -0.104162 | 0.376552 | 0.0305 | 0.0631 | 0.0472 | 0.000000 | 0.000000 |
| 2459523 | digital_ok | 100.00% | - | - | - | 100.00% | 0.00% | 21.147410 | 2.681963 | 49.520148 | 3.795907 | 39.592397 | 27.872423 | 13.741775 | 15.539041 | nan | nan | nan | 1.410883 | 1.445917 |
| 2459522 | digital_ok | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.445521 | 2.349234 | 48.773286 | 3.284656 | 10.767557 | 4.335572 | 0.640784 | 1.552829 | 0.0311 | 0.0665 | 0.0528 | 0.843079 | 0.885692 |
| 2459513 | digital_ok | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 2.295320 | -0.780018 | 1.665309 | -1.023865 | -0.048146 | 0.892476 | -0.122328 | 1.512269 | 0.0308 | 0.0274 | 0.0018 | nan | nan |
| 2459508 | digital_ok | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 24.355425 | 2.562256 | 49.832995 | 4.205407 | 18.103721 | 5.571665 | 12.848301 | 7.810017 | 0.0425 | 0.9597 | 0.4235 | 0.000000 | 0.000000 |
| 2459505 | digital_ok | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 20.508637 | 1.806856 | 44.677865 | 3.300506 | 6.972623 | 2.496937 | 0.239662 | 3.055954 | 0.0370 | 0.8641 | 0.5578 | 1.207228 | 18.356816 |
| 2459503 | digital_ok | 100.00% | 100.00% | 0.00% | 0.00% | 100.00% | 0.00% | 24.177553 | 4.605163 | 82.361955 | 4.815692 | 33.774532 | 12.320577 | 1.954648 | 1.819877 | 0.0320 | 0.8713 | 0.6129 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 102.064743 | 2.087971 | 18.169357 | 19.006561 | 102.064743 | 2.745757 | 21.356412 | 2.832845 | 7.338563 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 79.705069 | 17.695484 | 2.157367 | 79.705069 | 14.465507 | 30.153898 | 4.400974 | 4.626961 | 0.401812 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 89.476083 | 1.538568 | 17.215404 | 16.385003 | 89.476083 | 5.419367 | 23.927628 | 3.087947 | 7.407592 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 72.269828 | 1.322038 | 17.090540 | 12.870786 | 72.269828 | 4.789790 | 28.559347 | 0.569729 | 4.234420 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 85.331700 | 2.437904 | 28.970439 | 11.340182 | 85.331700 | 13.319265 | 19.935466 | 13.740891 | 25.161638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 78.409046 | 8.777971 | -0.077480 | 78.409046 | 11.379098 | 21.757134 | 4.275299 | 29.184809 | 12.736677 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 82.223611 | 15.797713 | 1.176523 | 82.223611 | 14.862369 | 31.354130 | 5.832803 | 13.540435 | 3.156235 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 7.275397 | -0.493731 | 1.718443 | 2.279672 | 7.275397 | 5.249139 | 0.664738 | 0.260126 | -1.606545 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 96.169968 | 2.057148 | 18.227605 | 17.658956 | 96.169968 | 4.702689 | 26.653106 | 1.019020 | 1.480084 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 89.235166 | 20.857844 | 2.147221 | 89.235166 | 15.445631 | 28.787768 | 4.335436 | 2.905661 | 0.620876 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 83.001375 | 2.131377 | 20.052815 | 13.715767 | 83.001375 | 4.236100 | 16.677967 | 7.057195 | 19.035479 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 100.922850 | 14.121057 | 1.050260 | 100.922850 | 17.412439 | 21.865312 | 3.711152 | 14.460781 | 4.462533 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 134.806570 | 2.126601 | 18.628519 | 25.278367 | 134.806570 | 0.757971 | 6.329897 | -0.088462 | 10.380113 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 31.634750 | 16.317240 | 4.121759 | 31.634750 | 8.598687 | 9.895921 | 9.126001 | 5.124949 | 2.112239 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Shape | 26.242140 | 26.242140 | 15.829246 | 10.213258 | 8.073514 | 9.351957 | 10.437793 | 1.396776 | 2.343515 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 111.505057 | 22.661263 | 2.585424 | 111.505057 | 17.994108 | 15.539611 | -0.862945 | 9.493774 | 0.106601 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 34.369399 | 16.528696 | 1.373167 | 34.369399 | 4.827611 | 19.859830 | 1.710095 | 0.027272 | 0.343011 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 30.918823 | 1.431256 | 14.421559 | 4.369429 | 30.918823 | 2.304740 | 23.904271 | 0.244812 | 0.047714 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 35.829403 | 20.077684 | 2.482261 | 35.829403 | 4.341783 | 18.798090 | 1.751695 | 0.269207 | 0.210144 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 35.974174 | 1.694425 | 15.306350 | 4.674411 | 35.974174 | 1.744034 | 20.911001 | -0.087636 | -0.186199 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 2.824686 | 2.271825 | -0.997174 | 2.824686 | -0.198267 | 0.189237 | -0.311007 | 0.789885 | 0.603854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 33.254920 | 1.847600 | 19.615532 | 3.961194 | 33.254920 | 1.662915 | 20.946162 | 0.146342 | 0.103579 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 25.124674 | 14.154357 | 1.314567 | 25.124674 | 2.989992 | 20.622079 | 1.984048 | 1.144844 | 0.492311 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 43.248380 | 1.527753 | 14.646397 | 5.653410 | 43.248380 | 1.910160 | 24.705437 | 0.851662 | 0.707601 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 25.245377 | 1.229206 | 14.604279 | 3.043921 | 25.245377 | 1.618186 | 15.942935 | 1.562938 | 1.897145 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 2.727974 | -0.821565 | 1.766144 | -0.280423 | 2.727974 | -0.912677 | 0.552671 | 0.908561 | 0.603144 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 26.926052 | 19.262351 | 4.557198 | 26.926052 | 2.790592 | 1.341841 | 2.965029 | 3.314352 | 2.351808 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 33.188187 | 1.746885 | 19.246177 | 3.568664 | 33.188187 | 3.820558 | 10.406308 | 4.178102 | 8.153148 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 33.002084 | 1.524979 | 14.808677 | 4.285424 | 33.002084 | 1.961832 | 18.878293 | 0.086603 | -0.371242 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | nn Temporal Variability | 0.501946 | -0.160317 | -0.160317 | -0.179841 | -0.179841 | 0.501946 | 0.501946 | 0.023484 | 0.023484 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 34.950952 | 13.029775 | 1.426083 | 34.950952 | 4.589712 | 2.364077 | 0.929809 | 0.296101 | 0.727492 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 66.898661 | 15.159658 | 1.613114 | 66.898661 | 9.008385 | 19.531655 | 2.170233 | 1.125561 | 0.599584 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 17.182633 | 9.405436 | 1.263255 | 17.182633 | 2.516216 | 2.418881 | 1.842370 | 0.493721 | 0.824723 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 16.379614 | 10.253267 | 1.289853 | 16.379614 | 2.283332 | 2.798196 | 1.422834 | 0.788619 | 1.079293 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 16.813098 | 9.287548 | 0.984971 | 16.813098 | 2.249386 | 2.546247 | 1.401602 | 0.501565 | 0.914738 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 34.462315 | 1.468980 | 16.361153 | 4.606909 | 34.462315 | 2.417148 | 21.527693 | 0.835595 | 1.018516 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 37.200883 | 1.723308 | 16.183504 | 4.801641 | 37.200883 | 1.798192 | 19.470595 | 1.777530 | 2.111817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 50.183875 | 2.087386 | 18.887017 | 5.399457 | 50.183875 | 1.977021 | 29.113071 | 1.248775 | 2.908488 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 20.323074 | 0.895848 | 9.239840 | 2.625976 | 20.323074 | 1.825199 | 3.344529 | 1.541323 | 0.848868 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 37.749248 | 14.237296 | 1.223557 | 37.749248 | 4.694548 | 20.880630 | 1.890637 | 0.776673 | 0.551817 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 76.604212 | 1.963891 | 20.221830 | 9.717489 | 76.604212 | -0.475033 | 1.087040 | 0.572919 | 0.752081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Temporal Variability | 218.205688 | 1.832759 | 10.641562 | 5.132674 | 38.041320 | 5.402673 | 218.205688 | 3.475866 | 6.695894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 17.089316 | 1.176372 | 13.418173 | 2.427606 | 17.089316 | 1.104039 | 4.120716 | 0.992788 | 0.569901 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 62.442161 | 3.226291 | 24.131988 | 4.256764 | 62.442161 | 1.678629 | 29.457389 | 2.351928 | 1.574116 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 15.180001 | 10.050629 | 0.568920 | 15.180001 | 1.368206 | 2.258498 | 0.595568 | -0.059824 | 0.422717 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 14.101998 | 0.373158 | 10.749345 | 1.269920 | 14.101998 | 0.147060 | 2.300719 | 0.528387 | -0.132463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 35.183562 | 17.115324 | 1.723480 | 35.183562 | 4.393942 | 18.003455 | 1.492126 | 0.811369 | 1.657607 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 47.396743 | 19.659542 | 1.927923 | 47.396743 | 6.273145 | 22.313021 | 0.944592 | 0.434376 | 0.985656 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 14.330273 | 0.763587 | 9.145032 | 1.210135 | 14.330273 | 1.415083 | 3.465322 | 0.777246 | 0.264826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 53.296451 | 23.828617 | 2.092013 | 53.296451 | 5.193963 | 40.453626 | 10.362373 | -0.104162 | 0.376552 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 49.520148 | 21.147410 | 2.681963 | 49.520148 | 3.795907 | 39.592397 | 27.872423 | 13.741775 | 15.539041 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 48.773286 | 2.349234 | 16.445521 | 3.284656 | 48.773286 | 4.335572 | 10.767557 | 1.552829 | 0.640784 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Shape | 2.295320 | -0.780018 | 2.295320 | -1.023865 | 1.665309 | 0.892476 | -0.048146 | 1.512269 | -0.122328 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 49.832995 | 2.562256 | 24.355425 | 4.205407 | 49.832995 | 5.571665 | 18.103721 | 7.810017 | 12.848301 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 69.421732 | 24.795645 | 2.737825 | 69.421732 | 3.697942 | 24.503006 | 6.958112 | 6.423924 | 7.178261 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 44.677865 | 1.806856 | 20.508637 | 3.300506 | 44.677865 | 2.496937 | 6.972623 | 3.055954 | 0.239662 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 67 | 3 | digital_ok | ee Power | 82.361955 | 24.177553 | 4.605163 | 82.361955 | 4.815692 | 33.774532 | 12.320577 | 1.954648 | 1.819877 |